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Continuum Dropout for Neural Differential Equations

Lee, Jonghun , Oh, Yongkyung , Kim, Sungil , Lim, Dong-Young

Conference Paper Issue Date2026-01-24 View14

FlowPath: Learning Data-Driven Manifolds with Invertible Flows for Robust Irregularly-sampled Time Series Classification

Oh, Yongkyung , Lim, Dong-Young , Kim, Sungil

Conference Paper Issue Date2026-01-20 View19

Toward Global Flat Minima: Enhancing Stochastic Gradient Langevin Dynamics for Deep Learning Optimization

Bruno Stefano , Hwang, Youngsik , AN, Jaehyeon , Sotirios, Sabanis , Lim, Dong-Young

Conference Paper Issue Date2025-11-27 View14

FinAgentBench: A Benchmark Dataset for Agentic Retrieval in Financial Question Answering File

Choi, Chanyeol , Kwon, Jihoon , Lopez-Lira, Alejandro , Kim, Chaewoon , Kim, Minjae , Hwang, Juneha , Ha, Jaeseon , Choi, Hojun , Yun, Suyeol , Kim, Yongjin , et al

Conference Paper Issue Date2025-11-14 View19

FinDER: Financial Dataset for Question Answering and Evaluating Retrieval-Augmented Generation File

Choi, Chanyeol , Kwon, Jihoon , Ha, Jaeseon , Choi, Hojun , Kim, Chaewoon , Lee, Yongjae , Sohn, Jy-Yong , Lopez-Lira, Alejandro

Conference Paper Issue Date2025-11-14 View14

Shock-Biased Attention: Enhancing Transformer Hawkes Processes with Amplitude-Driven Temporal Kernels File

Hwang, Sukmin , Lee, Sungho , Kim, Chanyeong , Lee, Yongjae , Kim, Woo Chang

Conference Paper Issue Date2025-11-14 View14

Your AI, Not Your View: The Bias of LLMs in Investment Analysis File

Lee, Hoyoung , Seo, Junhyuk , Park, Suhwan , Lee, Junhyeong , Ahn, Wonbin , Choi, Chanyeol , Lopez-Lira, Alejandro , Lee, Yongjae

Conference Paper Issue Date2025-11-14 View26

From Constituents to Index: Interpretable Price Movement Prediction via Cross-Asset Order Flow File

Lee, Sungho , Hwang, Sukmin , Kim, Chanyeong , Yang, Mingyu , Lee, Yongjae , Kim, Woo Chang

Conference Paper Issue Date2025-11-14 View14

Estimating Covariance for Global Minimum Variance Portfolio: A Decision-Focused Learning Approach File

Kim, Juchan , Tae, Inwoo , Lee, Yongjae

Conference Paper Issue Date2025-11-14 View9

Return Prediction for Mean-Variance Portfolio Selection: How Decision-Focused Learning Shapes Forecasting Models File

Lee, Junhyeong , Jeon, Haeun , Bae, Hyunglip , Lee, Yongjae

Conference Paper Issue Date2025-11-14 View39

Mean Variance Efficient Collaborative Filtering for Stock Recommendations File

Chung, Munki , Lee, Junhyeong , Lee, Yongjae , Kim, Woo Chang

Conference Paper Issue Date2025-11-14 View59

TANDEM: Temporal Attention-guided Neural Differential Equations for Missingness in Time Series Classification File

Oh, Yongkyung , Lim, Dong-Young , Kim, Sungil , Bui, Alex A.T.

Conference Paper Issue Date2025-11-13 View17

Modeling Irregular Astronomical Time Series with Neural Stochastic Delay Differential Equations File

Oh, Yongkyung , Kam, Seungsu , Lim, Dong-Young , Kim, Sungil

Conference Paper Issue Date2025-11-11 View15

Neural Differential Equations for Continuous-Time Analysis File

Oh, Yongkyung , Lim, Dongyoung , Kim, Sungil

Conference Paper Issue Date2025-11-10 View8

THEME: Enhancing Thematic Investing with Semantic Stock Representations and Temporal Dynamics File

Lee, Hoyoung , Ahn, Wonbin , Park, Suhwan , Lee, Jaehoon , Kim, Minjae , Yoo, Sungdong , Lim, Taeyoon , Lim, Woohyung , Lee, Yongjae

Conference Paper Issue Date2025-11-10 View18

Advances in Financial AI: Innovations, Risk, and Responsibility in the Era of LLMs File

Lee, Yongjae , Mehrasa, Nazanin , Choi, Chanyeol , Chen, Chung-Chi , Mehta, Dhagash , Zohren, Stefan , Kim, Yoon , Lee, Chulheum , Lee, Yeonhee , Oh, Eunsook

Conference Paper Issue Date2025-11-10 View12

MIG-COW: Transferable Adversarial Attacks on Deepfake Detectors via Gradient Decomposition

Seo, Wonjune , Baek, Junhyuk , Jung, Yeseong , Park, Saerom

Conference Paper Issue Date2025-10-30 View14

MER-SoLa: Confusion-based Soft Labeling for Multimodal Emotion Recognition File

Yun, Jieun , Lee, Hojin , Kwon, Kiwan , Kim, Jae-yun , Park, Saerom

Conference Paper Issue Date2025-10-27 View18

Foundation Models: Overview, Fine-Tuning, and Applications

Lim, Dong-Young

Conference Paper Issue Date2025-10-16 View17

Identifying Negative Contingencies Within Process Mining Initiatives

Hijriani, Astria , Comuzzi, Marco

Conference Paper Issue Date2025-08-31 View59

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